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Integrating communicative goals for real-time clinical decision support
S Carberry1, T Harvey, J R Clarke
1Dept. of Computer Science, University of Delaware, Newark 19716, USA.
Summary
Critiquing systems can generate repetitive feedback. TraumaGEN integrates communicative goals into coherent messages, improving clarity for physicians evaluating management plans.
Area of Science:
- Medical informatics
- Artificial intelligence
- Natural language generation
Background:
- Physician management plan evaluation systems can produce disjointed feedback.
- Ensuring coherence in automated critiques is essential for effective clinical decision support.
Purpose of the Study:
- To introduce TraumaGEN, a novel system designed to synthesize potentially related communicative goals.
- To generate coherent and integrated messages from disparate sets of comments.
Main Methods:
- TraumaGEN analyzes the purpose, reception context, and social role for message generation.
- The system integrates multiple communicative goals into unified outputs.
Main Results:
- Preliminary evaluations demonstrate TraumaGEN's capability to produce coherent messages.
- The system successfully addresses the issue of repetitious or incoherent feedback.
Conclusions:
- TraumaGEN offers a solution for generating coherent critiques in medical management plan evaluation.
- This system enhances the usability and effectiveness of automated clinical feedback mechanisms.